150 lines
4.4 KiB
Python
150 lines
4.4 KiB
Python
import unittest
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from types import SimpleNamespace
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import requests
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from sglang.srt.utils import kill_process_tree
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from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
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from sglang.test.test_utils import (
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DEFAULT_DEEPPEP_MODEL_NAME_FOR_TEST,
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DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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DEFAULT_URL_FOR_TEST,
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CustomTestCase,
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popen_launch_server,
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)
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class TestDeepseek(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_DEEPPEP_MODEL_NAME_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.process = popen_launch_server(
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cls.model,
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cls.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=[
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"--trust-remote-code",
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"--tp",
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"8",
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"--enable-dp-attention",
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"--dp",
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"8",
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"--moe-dense-tp-size",
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"1",
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"--enable-dp-lm-head",
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"--moe-a2a-backend",
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"deepep",
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"--enable-two-batch-overlap",
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"--ep-num-redundant-experts",
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"32",
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"--ep-dispatch-algorithm",
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"dynamic",
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"--eplb-algorithm",
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"deepseek",
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"--cuda-graph-bs",
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"256",
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"--max-running-requests",
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"2048",
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"--disable-radix-cache",
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],
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)
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@classmethod
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def tearDownClass(cls):
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kill_process_tree(cls.process.pid)
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def test_gsm8k(self):
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args = SimpleNamespace(
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num_shots=5,
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data_path=None,
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num_questions=1200,
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parallel=1200,
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max_new_tokens=512,
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host="http://127.0.0.1",
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port=int(self.base_url.split(":")[-1]),
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)
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metrics = run_eval_few_shot_gsm8k(args)
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print(f"Eval accuracy of GSM8K: {metrics=}")
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self.assertGreater(metrics["accuracy"], 0.92)
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class TestDeepseekMTP(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_DEEPPEP_MODEL_NAME_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.process = popen_launch_server(
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cls.model,
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cls.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=[
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"--trust-remote-code",
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"--tp",
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"8",
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"--enable-dp-attention",
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"--dp",
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"8",
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"--moe-dense-tp-size",
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"1",
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"--enable-dp-lm-head",
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"--moe-a2a-backend",
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"deepep",
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"--enable-two-batch-overlap",
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"--ep-num-redundant-experts",
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"32",
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"--ep-dispatch-algorithm",
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"dynamic",
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"--eplb-algorithm",
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"deepseek",
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"--cuda-graph-bs",
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"64", # TODO: increase it to 128 when TBO is supported in draft_extend
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"--max-running-requests",
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"512",
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"--speculative-algorithm",
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"EAGLE",
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"--speculative-num-steps",
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"1",
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"--speculative-eagle-topk",
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"1",
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"--speculative-num-draft-tokens",
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"2",
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"--disable-radix-cache",
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],
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)
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@classmethod
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def tearDownClass(cls):
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kill_process_tree(cls.process.pid)
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def test_gsm8k(self):
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args = SimpleNamespace(
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num_shots=5,
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data_path=None,
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num_questions=1200,
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parallel=1200,
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max_new_tokens=512,
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host="http://127.0.0.1",
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port=int(self.base_url.split(":")[-1]),
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)
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metrics = run_eval_few_shot_gsm8k(args)
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print(f"Eval accuracy of GSM8K: {metrics=}")
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self.assertGreater(metrics["accuracy"], 0.92)
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server_info = requests.get(self.base_url + "/get_server_info")
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avg_spec_accept_length = server_info.json()["internal_states"][0][
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"avg_spec_accept_length"
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]
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print(
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f"###test_gsm8k:\n"
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f"accuracy={metrics['accuracy']=:.3f}\n"
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f"{avg_spec_accept_length=:.3f}\n"
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)
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self.assertGreater(avg_spec_accept_length, 1.85)
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if __name__ == "__main__":
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unittest.main()
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